Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its Applications. - Muhammad Arslan Manzoor; Sarah Albarri; Ziting Xian; Zaiqiao Meng; Preslav Nakov; Shangsong Liang (ACM Trans. Multim. Comput. Commun. Appl., 2024)

Toward Structured Knowledge Reasoning: Contrastive Retrieval-Augmented Generation on Experience. - Jiawei Gu; Ziting Xian; Yuanzhen Xie; Ye Liu; Enjie Liu; Ruichao Zhong; Mochi Gao; Yunzhi Tan; Bo Hu; Zang Li (ACL (Findings), 2025)

MolRAG: Unlocking the Power of Large Language Models for Molecular Property Prediction. - Ziting Xian; Jiawei Gu; Lingbo Li; Shangsong Liang (ACL (1), 2025)